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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Advanced Fiber Optic Sensors
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Abstract
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,925 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,925 works in the cohort · of 4,299,418page 20 of 39

Labels cover 3 of 1,925 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,925 of 1,925 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Acoustic microscopy of cladded optical fibers
C.K. Jen, C. Néron, J. F. Bussière, K. Abe, L. Li, R. S. Lowe +1 more
2003· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Forward Modeling of Steady-State Surface Wave Test
Maud Storme, Richard Fortier, Jean‐Marie Konrad
2005· article· en· Journal of Geotechnical and Geoenvironmental Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
3
citations
fundno affno abstractunlabeled
High-sensitivity MMI optical fiber humidity sensor based on SMCS
Athi Shankhara Velusamy, Muhammad Yusof Mohd Noor, Fauzan Ahmad, Azızul Azizan, Farabi Iqbal, Fatin Hamimi Mustafa
2025· article· en· Optical Fiber Technology· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
afffundunlabeled
Development of the offset-locking-based distributed sensor
Ou Chen, Yidun Wan, Lufan Zou, Guilin Wu, Dan Falk, Liang Chen +1 more
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affunlabeled
Bragg gratings in multimode fiber
Honggang Yu, Chun Yang, Yong Wang, Jian Yang, Róbert Farkas, Chang‐Qing Xu
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affunlabeled
The non-uniformity and dispersion in SBS-based fiber sensors
Xiaoyi Bao, Shangran Xie, Xuan Liu, Liang Chen
2011· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affunlabeled
FIBER OPTIC SMART STRUCTURES
Eric Udd
2024· other· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
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How this was built: Screen · Findings · About